Bivariate Causal Discovery on SIM-G (AUROC, Accuracy)
94.4AUROCIGCI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IGCI2026.04 | 94.4 | 86 | |
| GPI2026.04 | 90.1 | 80.4 | |
| LCUBE2026.04 | 88.7 | 76.8 | |
| CAM2026.04 | 88.2 | 82 | |
| CGNN2026.04 | 84.9 | 73 | |
| ROCHE2026.04 | 83.7 | 72 | |
| LOCI2026.04 | 81.9 | 73 | |
| CDCI2026.04 | 81.2 | 73 | |
| CDS2026.04 | 79.7 | 73 | |
| bQCD2026.04 | 71.7 | 67 | |
| NNCL2026.04 | 71.7 | 62 | |
| RDMDL-St2026.04 | 66.4 | 58 | |
| RDMDL-R2026.04 | 66.2 | 57 | |
| HECI2026.04 | 63.5 | 56 | |
| RDMDL-Sc2026.04 | 60.1 | 54 | |
| RDMDL-FD2026.04 | 59.4 | 55 | |
| SLOPPY2026.04 | 46.3 | 46 | |
| SLOPE2026.04 | 45.1 | 46 | |
| RECI2026.04 | 43.7 | 39 | |
| ANM2026.04 | 27.5 | 37.2 | |
| FOM2026.04 | 25.1 | 33 |